{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from CosinorPy import file_parser, cosinor, cosinor1\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data import\n",
    "Data obtained from https://github.com/mfcovington/jtk-cycle (see `Example2_data.txt`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df = file_parser.read_csv(os.path.join(\"test_data\",\"Example2_JTK.txt\"))\n",
    "tests = df.test.unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Single-component models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "r1 = cosinor.fit_group(df, n_components=1, plot=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multi-component models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "r3 = cosinor.fit_group(df, n_components=[1,2,3], plot=False)\n",
    "r3 = cosinor.get_best_models(df, r3, n_components = [1,2,3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find the cases for which single-component models fail and multi-component models don't"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases = set(r3.loc[r3.q <= 0.05, \"test\"]) & set(r3.loc[r1.q > 0.05, \"test\"])\n",
    "len(cases)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mhvr6+mTxvtiTRXNS/7b6+npqamqSDaam8HkdH7xjtbS0tGDuSygW3mdWX19PXV1d1i6csnn2WAWsUtVF7vNncZJIkqpuVdU69/cXgaCI7JLFmLqMaDTKli1bkneWdtZkkc77W0tLS5NXrPX19cRisXyHZloQi8Wora1NtlMV6vAZxcArdUSjUWpqaohGoxnfR9bOIqq6FlgpIv3cl04D3k9dR0R2F/foEJFj3Hg2ZSumriAejye/gECXSRbpvKqrYDBIU1MTW7Zsoba21pJHAfHueN6yZQvxeJyysrIueaxmQzAYJBAIsHXrVsLhcEarq7JdWTgWeMrtOfVfYLSIjAFQ1cnAecBVIhIDwsBFms3KuE7Mq4pqaGgAsIZDl5c84MsB4bxG83zfWdtVpR+rVg2VHd7ICg0NDRktcUixnaMHDRqk1dXV+Q6joMRisWQVjH0B2+bNrmbJI/cikQj19fXJz9+O1dyIRqPsvPPOb6nqoI5uy7olFDFVJRwOEw6HrQ97O3i9cbxhGSx5ZF8sFqOhoYFIJEJpaakdqzmWyWPbkkaRisVi1NXVEY/H7YptO3k3DHrJwxsQzu71yJx4PE5jY2Pyfotiuy/IfJUljSLj9WNvaGiw0kWGpCePkpKS5Giiljy2TyKRSN5ICtZu0ZlY0igi3uQs1naRHS2VPOyz9i+9kdtKbZ2PJY0i4H0RU+/mNtmTmjxqa2spKSkp6Ok3C0HqcOXeEDXWfbZzsqRR4Ly+7JFIxK54cyw1eRTy9Jv51Nxw5TbsR+dm/90CFo1GqaurQ1WtdJFH6dNvNjQ0UFlZ2WVvnISvJgtrX+s6LGkUoPTGbrtyKwxe1aCq0tDQQENDQ3Jo9q7yP+ps83Gb9usaR3oRicfj1NfXE41GrTqqQHl3mafOS+JNDNVZ/2eJRCKZLDrjfNzGv65Zti5Q3iCD8XjcGl2LQPrQ7LW1tdTU1CSvwvNh48aN3HvvvWzcuDEj2/NGG/BGDfZKWzbpVddlJY0CkHpnt/U6KU6p7R7hcJiGhoZtpqXN1f90+vTp3HTTTQDceOON27WNRCJBNBqlqamJaDSanPjKLmIMWNLIO6uO6lwCgUAyQXhddr0Sidf2kc0EMnr06G1++uVNo9vU1EQkEkFVrQrKNMuSRh5Fo1Fqa2sBG5W2M0qf1zwSiSSv2kOhEMFgMOPVPLvssovvEkYikUjG5SWKQCBgpQrTKksaeZDaO8qqozq/9HnNE4kEDQ0NqGpy0hwvgZSUlGTlhO3tNx6PJxOF1+5iicK0hyWNHEskEtTV1Vl1VBclIsnkAF/e7xCJRJLreCdx74IiEAggIts80nlTHKhqMkGkJolYLJZMUoBVPZntZkkjh+xmPZMutRTi8RqivSqj9PVTT/6e9NdSn1tJwmSSJY0cSB07ym7WM21JbUxvSXPJxJhcsLNXltnYUSYb7Dgy+WJJI4usOsoY09lY0sgCGzvKGNNZ2dksw+xmPWNMZ2ZJI4O8xm6v770xxnQ2ljQywBsqu7Gx0W7WM8Z0apY0OigWi1FXV0cikbDqKGNMp2dJYzulN3YHg8F8h2SMMVlnSWM7eKWLeDxupQtjTMHbtGkTwG6Z2JYljXZInffCxu4xxhSLGTNmAPTJxLasxdYnb1a9cDiclSGtjTEmW0aMGAGwKhPbspJGG1KHAbHShTGmGO28884A6zKxrayWNESkp4g8KyL/FpEPROT4tOUiIg+KyEci8q6IDMxmPO3hNXTX1NQQjUZtXmRjjCH7JY2JwFxVPU9EQkBl2vJvAX3dx7HAI+7PvPHmN6ivr7dutMYYkyZrSUNEegAnA6MAVDUCRNJWGwY8oc44z2+4JZPeqromW3G1xksW8Xg8OQmOMcaYL2XzrLg/sAGYLiIDgLeAa1W1PmWdPYGVKc9Xua9tkzRE5ArgCoC99947o0F68zeHw2Gi0ai1WxhjAIhEInz88cd89tlnrF+/nvXr17Np0yYaGxuTk2SVlZVRVVVFVVUVO+64I3vttRd9+vRh7733Zpdddsn3n5AV2UwapcBAYKyqLhKRicDNwE9T1mmu3ke/8oLqFGAKwKBBg76yfHuoKpFIhHA4TCwWo7S01JKFMV1UOBxm6dKlLFq0iOrqaj744AM++eST5DzqnqqqKsrLy5PzunvjzdXV1X1lm7vtthuHHXYYAwYM4JhjjuGEE06gR48eufqTsiabSWMVsEpVF7nPn8VJGunr7JXyvA+wOosxEY/HaWpqorGxEXBmSSsrK8vmLo0xBSaRSPDee+8xb9485s2bx6JFi4jFYgDst99+HHbYYZxzzjn069ePfffdl913351evXpRUVHR4vY2b97MqlWrWLVqFZ988gnLli3j3XffZf78+cRiMUpKSjjyyCM59dRTGTZsGP379y/K9lJJnzYyoxsXeQ34gaouF5E7gSpVvTFl+VnA1cCZOA3gD6rqMa1tc9CgQVpdXd2uOOLxONFolMbGRuLxeHJe5mL8hxljto+qsnjxYp5//nlmz57N559/DsCAAQM49dRTOe644zj66KMzXq3U2NjIm2++yYIFC1iwYAHV1dUkEgn2339/zjnnHC6++GL69u2b0X02p0ePHm+p6qCObifbSeMIYCoQAv4LjAYuBFDVyeKctR8CzgAagNGq2mpG8JM0EolEMlFEIpFkoggEAtZt1pguZs2aNTzxxBPMmDGDTz/9lFAoxOmnn853vvMdTj/9dHbbLSOja/i2ceNG/vKXvzB79mwWLFhAPB5n8ODBXHrppZxzzjktlmY6qiiSRjYMGjRI33zzTcC5clBVEokEiUSCWCxGNBolkUgAzjzKJSUlNlS5MV1MPB7n73//O9OnT2fu3LnE43GGDBnCRRddxJlnnknPnj3zHSIA69evZ+bMmTz22GP897//ZZdddmHMmDH84Ac/YKeddsrovnKaNETkazjtE00iMgQ4HKerbE1HA2ivI444Qv/+978jIqjqNj8DgUDypzGm66mvr+fxxx/nkUce4dNPP2XXXXdlxIgRjBw5kq997Wv5Dq9FqsqCBQt46KGHeOmll6isrOTSSy/lxz/+ccZKQrlOGm8Dg4B9gb8Bc4B+qnpmRwNoryOOOEJfe+21XO/WpKmvr+ejjz7iww8/ZO3ataxfv54NGzawdetWIpFIslqwvLycyspKKisr2Xnnnenduze9e/emT58+9OvXr2Cu+Exx27hxI5MnT+bRRx9l8+bNHH/88YwZM4azzjqr6HpFvv/++0ycOJFnnnmGUCjEmDFjuPbaaztc8sh10liiqgNF5EagUVUnichSVT2yowG0lyWN3AuHwyxZsoTFixezePFi3n77bVauXLnNOsFgkF69erHDDjtQVlaWHNTRm3OkoaGBDRs2JHuteXbffXcOPvhgBg4cyKBBgzj66KPp1atXLv88U8Q+//xzfv3rXzNjxgzC4TBnnXUW1113Hccem9eBJTLi448/5pe//CWzZs2ie/fu3HDDDVx11VXb3dsz10ljEfAb4DbgO6r6iYgsU9X+HQ2gvSxp5MbHH3/MSy+9xMsvv8w//vGP5Ml+//33Z+DAgRx00EEceOCB9O3blz322IOePXu22RtNVampqWHt2rWsWLGC5cuXs3z5ct5//33ee++9ZJfHAw44gK9//eucdtppnHTSSXTv3r3V7W7atIkZM2YwYsQIb2A208mtW7eOX//610ybNo1EIsGFF17ItddeS79+/fIdWsa9//773HnnncydO5f99tuPu+++mzPPPLPdvT9znTQOAcYAr6vqH0RkP+BCVZ3Q0QDay5JG9qxcuZLnnnuOZ599lnfeeQeAvn37cvrppzNkyJCsdEf0hMNh3nnnnWTXxH/+8580NDQQCoWS/drPPPNMdtxxx6+8d+LEifz0pz/l5z//Oddee21W4jOFYdOmTUycOJHf/e53RCIRhg8fzk033cQ+++zT7Lqd6WJi3rx53HLLLSxfvpzTTjuNBx54gH333df3+3OdNK5V1YltvZYLljQyKxqN8uKLLzJt2jReffVVAI466ii+973vcdZZZ7HffvvlJa6mpiYWLVrE3LlzeeGFF1i5ciXBYJAhQ4Zw7rnnMmzYMLp16wZ0vpOD+arGxkZ++9vfcv/991NXV8f555/PzTffzAEHHNDie+6++24mTJjAzTffzK233prDaLMnGo3y6KOP8otf/IJEIsFPfvITxowZ42ucvLy0aaS9Zm0aRWzjxo1MmTKF6dOns27dOvbaay9GjhzJ+eefz/7775/v8Lahqrz11lvMnj2bF154gU8//ZTu3btz3nnnMXLkSAYOHGg3anZSqspzzz3HHXfcwWeffca3vvUt7rzzTg4++OA239sZk4Zn5cqV/PjHP+Zvf/sbRx55JA899BCHHXZYq+/JSdIQke8Dw4ETgdQzdXcgrqqndzSA9rKk4djeq+sVK1YwadKkZMPh0KFDufzyy/nGN75RFDc+qiqLFi3i8ccf5/nnn6ehoYH+/ftz6aWXMnz48DbbP0zxqK6u5pZbbmHRokX079+fu+++myFDhvh+f2cvgXoJ9aabbuKLL75g3Lhx3HzzzS32FstV0tgH2A/4JduOG1ULvKuqsY4G0F6WNBztrcf/7LPPuOeee3jqqacIBAJcdNFFXHvttRx44IE5iDY7tm7dyp/+9Ccee+wxli5dSo8ePbjkkku48sor21XXawrLypUrufPOO5k1axa9evXi9ttv5+KLLy6Ki5p8+OKLL7j11luZOXMmRx55JFOnTm12WJIue0e4JQ2H36uodevWcc899/DYY48hIlx22WVcd9117LHHHjmMNvveeustHnnkEZ577jkSiQRnnnkmP/rRjxg8eLBVXRWJuro6HnjgASZNmoSqMnbsWMaNG2elR5/mzJnD2LFjaWxs5O677+ayyy7b5tjPdZvGucCvgF44w5kLoKqa83F+LWn409TUxG9/+1vuu+8+wuEwI0eO5IYbbqBPnz75Di2rVq9ezdSpU/n973/P5s2bOeaYY7j++us544wzLHkUqHg8zsyZM7nrrrtYt24d5513HnfeeWfG587pCtasWcNVV13FK6+8wtChQ3n44YeT9z1lKmn4HW/jHuBsVd1BVXuoavd8JAzTNlXlL3/5C0cffTR33HEHJ554Im+++Sa/+c1vOm3C8Lphbtq0iT322IPbb7+dDz74gPvvv5+1a9dy4YUXMnjwYGbNmpW8F8QUhtdee41TTjmFH/3oR+y9997MmzePadOmWcLYTr179+a5557jnnvuYf78+QwePJgFCxZkdB9+k8Y6Vf0go3s2Gffvf/+bs88+m+HDh1NRUcHs2bN5+umnW+2W2BnMmDGDn/70p8yYMSP5WmVlJf/zP//D0qVLmTx5MrFYjMsvv5yBAwcyffp0mpqa8hix+eijjxg+fDhnnXUWmzdvZtq0acybN49jjml1ZgTjQyAQYMyYMSxYsICePXsybNgwJkzI3C11fqunJgK7A7OB5LdNVZ/LWCQ+WfXUVzU1NXHvvffywAMP0K1bN2677TYuu+yyLjPHuZ/2nUQiwYsvvsh9993HkiVL6N27N9dccw2jR4+msrIyxxF3XZs3b+aee+5hypQplJWVcf311/PDH/4wa8OBd3V1dXWMGzeOp59+GiCnbRrTm3lZVfWyjgbQXpY0trVw4ULGjh3Lhx9+yAUXXMCECRM67dzEmaCqzJ8/n/vuu4/XXnuNXXbZhauvvpof/OAHnWIqzkIVjUaZNm0av/zlL9m8eTMjR47kJz/5Sc7nsuiKVJUnnniCsWPHWu+pruyTTz7h8ssvp7q6mn322YcHHniA00/P+W0zRe3111/n3nvvZd68efTs2ZMxY8YwZsyYjM9j0JV5bWy33347H3/8Maeccgp33313mzeimczLaUO4iBwoIn8XkWXu88NF5Ccd3bnZPq+88gonnXQS1dXVDB48mDfeeMMSxnY4/vjjee6555g/fz4nnngiEyZMoH///txxxx1s2LAh3+EVvcWLF3PGGWdw8cUXEwwGeeaZZ5gzZ44ljCLntyH8UeAWIAqgqu8CF2UrKNO8+vp6rr/+es455xx23XVXrrzySp566imqqvzn4bIAAB3cSURBVKryHVpRGzhwIDNnzuT1119n6NCh/OY3v6F///6MHz+e1atX5zu8ovPJJ58watQoTjvtND7++GMefPBBFi5caN2eOwm/SaNSVd9Me836LubQokWLOOGEE3j00Uf54Q9/yMKFC7n33ns75fAI+XLooYcyffp0qqurOffcc5kyZQqHH3441113HStWrMh3eAVv3bp1jB8/nkGDBjF37lzGjx/P22+/zahRo7pMp4yuwG/S2OhO+aoAInIesCZrUZmkaDTKXXfdxdChQ4nFYvzf//0fEyZMsN4mWdS3b18eeeQRli5dyiWXXMKMGTM48sgjGTNmDB9++GG+wys4mzZt4qc//SmHH344U6ZMYfjw4SxdupTbbrstORKx6Tz89p7aH5gCDAY2A58AI1R1RVaja0ZXaghfsWIFl19+OYsXL2bEiBFMmDDBevjkwerVq3nwwQeZPn06jY2NfPe73+WGG26gf/+cz0FWUDZv3sxDDz3EI488Qn19PRdccAE333xzQc/F3ZXlZewpEakCAqpa29Edb6+ukjRmzZrFuHHjEBEmTpzIueeem++QurwNGzbw8MMPM2XKFOrq6jj99NO56qqrOO200wgE/Bbai9/q1at5+OGHmT59OnV1dXz3u9/llltu4aCDDsp3aKYVuR57qicwEtgXSFZOquo1HQ2gvTp70qitreXGG29k5syZHHvssUydOrXZWclM/nzxxRdMmTKFqVOnsn79eg488ECuvPJKvv/973fq6pj//Oc/TJw4kT/+8Y/E43HOPfdcxo0bZ72hikSuk8ZC4A3gPSDhva6qj3c0gPbqzEljyZIlXHbZZaxYsYIbb7yR8ePHWwNiAWtqauL5559Ptn/ssMMOXHTRRYwcObLTnEjj8Tgvv/wy06ZN429/+xtlZWVccskljB071oafLzJ5n7kvXzpj0kgkEkyaNIm77rqLXr16MXXqVE444YR8h2V8UlXefPNNJk+ezJ///GcikQhHHnkkI0aM4Pzzz6dnz575DrHd1q5dyxNPPMHjjz/OypUr6dWrF6NGjWLMmDE24kCRynXSGAfUAX9h27GnvuhoAO3V2ZLGunXruOKKK3j11Vc5++yzefDBB+2O5CK2adMmZs2axZNPPsl7771HeXk5Q4cO5eyzz2bo0KEF3ZGhvr6ev/71rzz77LO89NJLxGIxvv71rzN69GjOOussgsFgvkM0HZDrpPEj4H+BGtxutzhjT+V8MunOlDTmzZvHlVdeSV1dHRMmTGDUqFF281Mnoaq88847PPnkk8yZM4d169YRCoU49dRTGTZsGEOHDi2IK/bNmzczb948XnzxRebOnUt9fT29e/fm/PPPZ9SoUZ1+hOSuYtOmTey3336rVHWvjm7Lb9L4GDhWVTd2dIcd1RmSRiQS4ec//zkTJ07kkEMO4bHHHrOeJ51YIpFg0aJFvPDCC8yZM4dVq1YBcPjhhzNkyBBOPvlkBg0alJMSZjgcprq6mn/+858sWLCAN954g3g8zs4778zZZ5/Neeedx+DBg21q1U7Gmx5aVTt8Veo3acwBLlLVhnZtXGQFznzicSCWXjQSkSHACzj3fQA8p6p3tbbNYk8an3zyCaNHj2bJkiVcfvnl3H333XajXheiqixdupRXXnmFV199lUWLFhGJRAA44IADOOqoozj00EPp168f/fr1Y++9925XZwhvmPiLL76YWCzGihUrWLZsGcuWLePdd9/l3XffJRKJICIcdthhfPOb3+SMM87gqKOOskTRieWjpPE8cCjwKtu2abTa5dZNGoNaKqG4SeMGVf2234CLOWnMmjWL6667jpKSEiZNmsSwYcPyHZLJs/r6et566y2qq6tZvHgxS5YsYc2aLwdbCAQC7Lbbbuyxxx7stttudOvWjW7duiXHG4vH48TjcRoaGti8eTPLli1jxYoVlJaWbjNLYc+ePTn88MM58sgjOeGEEzjuuOOKsoHebL9MtWn4vYSZ7T7ybv369WzatKmoxlyqr6/npptu4sknn+TYY4/l97//vU1naQCoqqri5JNP5uSTT06+VlNTw/Lly1m+fDmffvopa9as4fPPP2flypXU1tZSX19PfX09IkIgEKCkpITKykp23HFHevXqRWVlJYMHD+aggw5in3324ZBDDqFPnz7WXmYywvcd4SJSAeytqst9b1zkE5xhRxT4napOSVs+BPgTsApYjVPq+Fcz27kCuMJ9etTPf/5zrr32Wr9h5NV7773H6NGj+fDDD7n++uu59dZb7d4LY0zO5Xo+je8AbwNz3edHuO0cbTnBvb/jW8CPROTktOVLgH1UdQAwiRZKM6o6RVUHqeqg3r17M2LECD9h55Wq8rvf/Y5TTz2VrVu3MmfOHG6//XZLGMaYouZ3wJw7gWNwutyiqm8D+7X1JlVd7f5cDzzvbiN1+VZVrXN/fxEIikir/RB79epV8FVTa9as4dxzz+XGG2/klFNOYeHChZxyyin5DssYYzrMb9KIqeqWtNdardcSkSoR6e79DnwTWJa2zu7iVrSKyDFuPJt8xlSQnn/+eY477jgWLlzI/fffz6xZswqiP74xxmSC37qSZSIyHCgRkb7ANcDCNt6zG/C8mxNKgZmqOldExgCo6mTgPOAqEYkBYZxuvcU1abmrpqaGG264gWeeeYaBAwfy6KOP0rdv33yHZYwxGeW3y20lcBtOaQHgb8AvVLUxi7E1qxC73M6fP5+rrrqKtWvXctNNN3HDDTfYkAvGmIKSsy63IlIC/ExVb8RJHMZVW1vLz372M6ZMmULfvn2ZN28eRx11VL7DMsaYrGmzTUNV44CdCdPMnTuXY489lkcffZQrr7yS1157zRKGMabT89umsdTtYjsLqPdeVNXnshJVAduwYQPjx4/n2Wef5aCDDuKll17i2GOPzXdYxhiTE36Txk44vZpOTXlNgS6TNBKJBE899RQ/+clPqK+v59Zbb2XcuHGUlZXlOzRjjMkZX0lDVUdnO5BC9sYbbzB+/HiWLl3Kcccdx6RJk+jXr1++wzLGmJzzlTREZDrN3JehqpdlPKICsmrVKm6//XaeffZZ9thjD6ZOncr5559vY/gYY7osv9VTf0n5vRz4Ls5YUZ1STU0NDz30EJMmTUJVuemmmxg3blxyZFFjjOmq/FZP/Sn1uYj8AZiXlYjyqK6ujsmTJ/Pggw9SU1PDueeey1133WUj0hpjjGt7R8/rC3SaM+mmTZuYMmUKv/vd7/jiiy8444wzuO222xgwYEC+QzPGmILit02jlm3bNNYC47MSUQ795z//YfLkyTz11FOEw2HOOOMMbrzxRo4++uh8h2aMMQXJb/VU92wHkivhcJjZs2fz+OOPs3DhQkKhEBdeeCFjx461ebqNMUmJRIJEIkHqUEvNDbuU3jFGRJITZHXGTjN+SxonAG+rar2IjAAGAhNV9dOsRpch4XCYl19+mdmzZzN37lzq6urYf//9ueuuuxg+fDi9evXKd4jGmDxKJBLE4/FkUvBO+sFgkNLS0uRzb1k6VUVVSSQSxGIx4vE4sVgMVU2uX1JSktxGMfPbpvEIMEBEBgA3Ab8HngAKcpKIWCzGsmXLWLBgAfPnz+f111+noaGBnXfemfPOO4/zzz+fE088sVNeBRhj2qaqxONxEokE4JzQy8vLKS0tTZ7cO3p+8JKIl0AikQiRSCS5v5KSkg7/HfngN2nEVFVFZBhOCeP3InJpNgNrTTQaJRwOU19fz+rVq5PzJy9fvpx3332X999/n8ZGZwDegw46iEsuuYSzzjqLE0880WbOM6aLSk0UIkIoFCIUClFaWpqVEoCIJJNDKBSisrIyWRJpbGws2gTid2j0BThTvY4GTgY24FRXHZbd8JqNpcWAe/bsyYABAzj88MM54ogjOOmkk9h9991zGZ4xpsDE43Hi8XgyUZSVlSWrnPIpkUgQiURobGxMxpfNuHI2NLrrQmA4cLmqrhWRvYF7O7rz7dGrVy+uuOIKKisrqaiooHfv3uy555706dOHnXbaKe8HgjEm/1Q12aZQUlJCVVUVoVCooNoUAoEA5eXllJeXE4vFaGpqoqmpCSjs9g9fJY1CUoiTMBljCoOXLADKysqSpYpi4ZU+GhoaUNWMVp3ltKQhIscBk4CDgRBQAtSp6g4dDcAUp/TuiKkXH+mlvfQLE69LYmfulmhyy2srEBEqKysLrlThl1f6KCsro6mpiYaGBmKxGMFgsGC+J35T8EPARTjzaQwCRuLcFW66AK8BMfXkn9od0Tvxew/YNnF43RFTuyV69czeVaHXNTEQCBRVo6DJL+9YEhGqqqooKysrmJNrR4jIV5IHUBBtMb7Lbar6kYiUuDP5TReRhVmMy+SZ18vEO5mHQiGCwWCyp0emDlwvkXhJJBKJEI1Gk8sLuW7X5I9XsggEAlRWVnaaZJHOSx6hUIhwOExjYyOBQCCvVW5+99wgIiHgbRG5B1gD2JCvnUzqDU4lJSVUVlYm+61n6wuZWk0VDAYpLy9P1ktHo9Fk33av+6IlkK5NVYlGowQCgU5VsmhL6t/b0NBAU1MTwWAwL98Hv0njEpz5xK8GxgF7Ad/LVlAmd9J7mVRWViZLFPkiIgSDQYLBIJWVlcTjcaLRaLJvuyWQrie1gbsrJYt0paWldO/enUgkQn19PfF4POdVVn7HnvpURCqA3qr6syzHZHLAK1XAl71Mslmi6AivSqy8vDxZhdXY2Eg0Gs14dZkpPNFoFFWloqKC8vLyLn+xICKUlZURDAaTVVa5vEHQb++p7wD34fSc2k9EjgDuUtWzsxmcybxi72VSUlKSPHmk3llrpY/OJxaLkUgkKCsro6KiwjpIpPGqrEKhEHV1dUSj0ZyUOvxWT90JHAPMB1DVt0Vk36xEZLKis/UySa3C8qqvwuEwsVis6IZlMNtKJBJEo1FCoRDdu3cvqvss8iEYDLLDDjvkrNTRnrGnthTzSaar6gq9TLwvSVlZGdFolIaGBiKRSN57mZj2SW3k7tGjR0Hdm1Domit1BIPBrOzL7zdqmYgMB0pEpC9wDWBdbgtYV2w4TO0aHIvFCIfDljyKQFc8VrPFK3XU19fT1NREKBTK+GfptwJ4LHAo0AT8AdgKXJfRSEzGeN1Vy8vL6dmzJ+Xl5V3qS+hVXfXo0YMddtiB0tLS5P0fxTZsTmfnVS2WlZV1yWM1GwKBAN27d6dbt25Eo9Fkh5dM8dt7qgG4zX2YAuXdIOcNw2z1+l92UYzH4zQ2NtLY2Jj10URN21LbLbp162YlwSwoLy8nGAxSW1u7zQ2zHdXqf0pE5rS2vK3eUyKyAqgF4jjtIoPSlgswETgTaABGqeqStsM2qbzivYjQvXt3QqFQvkMqON5Ip+Xl5ZY88ii13cI7Vu3zz56SkhJ22GGH5DAkmdBWej8eWIlTJbUI2J7/7tdVdWMLy76FM4ZVX+BYnBkCj92OfXRZXrfEiooKKioq7AvYhtTk0dTURDgctuSRA9ZukT9ej8lMaStp7A58A/g+znwa/wf8QVX/laH9DwOeUKei+Q0R6SkivVV1TYa232l5V2xe9YsV79vHu/s9teQBhTEgXGfjXdh4c0dYtWlxa7UhXFXjqjpXVS8FjgM+AuaLyFif21fgJRF5S0SuaGb5njglGc8q97VtiMgVIlItItWbNm3yuevOy2vorqqqokePHpYwOsDriuw1wnqfrTWYd5x3975XRVJVVWUJoxNo82wjImXAWTiljX2BB4HnfG7/BFVdLSK9gJdF5N+q+v9SN9/Me77ybVXVKcAUcCZh8rnvTscrXXg9g+wLmDle8rCSR8d59waVlJRYG1sn1FZD+ONAf+CvwM9UdVl7Nq6qq92f60XkeZy7ylOTxiqcwQ89fYDV7dlHV+EV8a0+OLsseWy/rjoCbVfTVknjEqAeOBC4JuUAEEBVtUdLbxSRKiCgqrXu798E7kpbbQ5wtYj8EacBfIu1Z2wrte3CShe5k5o8sjX9ZmdhjdxdS6tJQ1U78u3YDXjePXhKgZmqOldExrjbngy8iNPd9iOcLrejO7C/Tse778I7edkXMfe86TdDoRCRSIRwOEw8HrfBEdk2WVRUVFBWVtblP5OuIGstqKr6X2BAM69PTvldgR9lK4Zi5X0ZA4FA8o5mk1+pczd7yaOpqSk5SVVXkjqsviWLrsfORgXGa0QsLy+nsrLSShcFxpvLIBQKbTO+VVe41yN98MtiG1bfZIYljQLi3epvPU4KX+rQ7LFYjKamJpqampIzIHam0ofXCcO7MdLaLLo2SxoFwGvsDoVCVFVV2dVbkSktLaW0tJSKiorkrILFXvpInS8+FApRXl5etH+LySxLGnnmNXbbFVzx89o9vJsEvQSiqgQCgYKfljZ1vnivCirf88WbwmNJI0+ssbtzSy19eNVXkUgkubxQel+llii89ppCni/e5J+dqfLAGru7jtS2D+9CIRqNEolEkkkkEAgkH9mmqsTjcRKJRHLf3hDaVv1k/LCkkWNeY3e3bt0oKyvLczQml1ITSGVlZbJq0ksi3vD23roiQiAQ2K4TuaqiqiQSiWSC8LYTCoUIhUKdrsHe5IYljRxJHTfKBm4z8OXc5l4HCO8E7yWTWCyWvHkulVeVlP7cG2TRW1ZSUpIsQXj7KoQqMVPcLGnkgDV2Gz+8Kqr09i2v1JD6SJdaQtne0okxfljSyCKvdOENDW2N3WZ7eFVVxhQCO4tliVe6sBn1jDGdiSWNDEudr7tHjx4Eg8F8h2SMMRljSSODvNJFeXk5FRUV1uhojOl0LGlkgJUujDFdhSWNDrLShTGmK7GksZ1Se0ZZ6cIY01VY0tgO3lDRNqOeMaarsaTRDl5VVCgUorKy0u7qNsZ0OZY0fPCqogKBgE2QZIzp0ixptMLrFQXYECDGGIMljWalTkZTUVFBeXm59YoyxhgsaWwjNVlYF1pjjPkqSxp8OXsZQHl5eXLmMmOMMdvq0knD6w3lzYccCoWsZGGMMa3ocknDm+pSVZMzqAWDQWvgNsYYHzp90kid8lJVKSkpSSYKq4Iyxpj26XRJIzVBeNNglpaWUl5ebonCGGM6qCiTRjQaBfjKtJfeDGfevMje3MhW9WSMMZmR9aQhIiVANfC5qn47bdko4F7gc/elh1R1amvbCwQC29w34c2H7M2vbAnCGGOyJxcljWuBD4AeLSx/WlWv9rsxr6eTMcaY3Mtq/1IR6QOcBbRaejDGGFMcsn1Twm+Am4BEK+t8T0TeFZFnRWSv5lYQkStEpFpEqjds2JCVQI0xxrQta0lDRL4NrFfVt1pZ7c/Avqp6ODAPeLy5lVR1iqoOUtVBu+66axaiNcYY40c2SxonAGeLyArgj8CpIjIjdQVV3aSqTe7TR4Gj2tro2rVr2bhxY6ZjNcYY40PWkoaq3qKqfVR1X+Ai4BVVHZG6joj0Tnl6Nk6Deas+//xzpk+fntFYjTHG+JPz+zRE5C6gWlXnANeIyNlADPgCGNXW+/fcc09Gjx6d3SCNMcY0S9JvkCt0gwYN0urq6nyHYYwxRUVE3lLVQR3djg3paowxxjdLGsYYY3yzpGGMMcY3SxrGGGN8s6RhjDHGN0saxhhjfLOkYYwxxjdLGsYYY3yzpGGMMcY3SxrGGGN8s6RhjDHGN0saxhhjfLOkYYwxxjdLGsYYY3yzpGGMMcY3SxrGGGN8s6RhjDHGN0saxhhjfLOkYYwxxjdLGsYYY3yzpGGMMcY3SxrGGGN8s6RhjDHGN0saxhhjfLOkYYwxxjdLGsYYY3yzpGGMMcY3SxrGGGN8s6RhjDHGN0saxhhjfLOkYYwxxjdR1XzH0C4iUgssz3ccPuwCbMx3ED5YnJlVDHEWQ4xgcWZaP1Xt3tGNlGYikhxbrqqD8h1EW0Sk2uLMHIszc4ohRrA4M01EqjOxHaueMsYY45slDWOMMb4VY9KYku8AfLI4M8vizJxiiBEszkzLSJxF1xBujDEmf4qxpGGMMSZPLGkYY4zxrWCThoicISLLReQjEbm5meVlIvK0u3yRiOybhxj3EpFXReQDEfmXiFzbzDpDRGSLiLztPm7PdZxuHCtE5D03hq90vRPHg+7n+a6IDMxDjP1SPqe3RWSriFyXtk5ePk8RmSYi60VkWcprO4nIyyLyoftzxxbee6m7zocicmmOY7xXRP7t/k+fF5GeLby31eMjB3HeKSKfp/xfz2zhva2eF3IQ59MpMa4QkbdbeG8uP89mz0NZOz5VteAeQAnwMbA/EALeAQ5JW+eHwGT394uAp/MQZ29goPt7d+A/zcQ5BPhLAXymK4BdWll+JvBXQIDjgEUFcAysBfYphM8TOBkYCCxLee0e4Gb395uBXzXzvp2A/7o/d3R/3zGHMX4TKHV//1VzMfo5PnIQ553ADT6OiVbPC9mOM235/cDtBfB5NnseytbxWagljWOAj1T1v6oaAf4IDEtbZxjwuPv7s8BpIiI5jBFVXaOqS9zfa4EPgD1zGUMGDQOeUMcbQE8R6Z3HeE4DPlbVT/MYQ5Kq/j/gi7SXU4/Bx4FzmnnrUOBlVf1CVTcDLwNn5CpGVX1JVWPu0zeAPtnYd3u08Fn64ee8kDGtxemeay4A/pCt/fvVynkoK8dnoSaNPYGVKc9X8dWTcXId90uxBdg5J9E1w60eOxJY1Mzi40XkHRH5q4gcmtPAvqTASyLylohc0cxyP595Ll1Ey1/IQvg8AXZT1TXgfHGBXs2sU0if62U4pcnmtHV85MLVbjXatBaqUgrpszwJWKeqH7awPC+fZ9p5KCvHZ6EmjeZKDOl9g/2skxMi0g34E3Cdqm5NW7wEp4plADAJmJ3r+FwnqOpA4FvAj0Tk5LTlhfR5hoCzgVnNLC6Uz9OvgvhcReQ2IAY81cIqbR0f2fYI8DXgCGANTtVPuoL4LF3fp/VSRs4/zzbOQy2+rZnXWv1MCzVprAL2SnneB1jd0joiUgrswPYVeTtERII4/6inVPW59OWqulVV69zfXwSCIrJLjsNEVVe7P9cDz+MU9VP5+cxz5VvAElVdl76gUD5P1zqvCs/9ub6ZdfL+ubqNm98GLla3Ijudj+Mjq1R1narGVTUBPNrC/vP+WULyfHMu8HRL6+T682zhPJSV47NQk8ZioK+I7OdedV4EzElbZw7gtfSfB7zS0hciW9x6zd8DH6jqr1tYZ3evrUVEjsH5zDflLkoQkSoR6e79jtM4uixttTnASHEcB2zxirZ50OJVXCF8nilSj8FLgReaWedvwDdFZEe3yuWb7ms5ISJnAOOBs1W1oYV1/BwfWZXWfvbdFvbv57yQC6cD/1bVVc0tzPXn2cp5KDvHZy5a97ezR8CZOL0APgZuc1+7C+fgByjHqb74CHgT2D8PMZ6IU5R7F3jbfZwJjAHGuOtcDfwLp6fHG8DgPMS5v7v/d9xYvM8zNU4BHnY/7/eAQXn6v1fiJIEdUl7L++eJk8TWAFGcq7PLcdrQ/g586P7cyV13EDA15b2XucfpR8DoHMf4EU6dtXd8ej0O9wBebO34yHGcT7rH3bs4J7ve6XG6z79yXshlnO7rj3nHY8q6+fw8WzoPZeX4tGFEjDHG+Fao1VPGGGMKkCUNY4wxvlnSMMYY45slDWOMMb5Z0jDGGOObJQ1jjDG+WdIwXZaI7JwyzPXatKG5F2Zhf6NEZIOITE15/lAL674qInUiMijTcRjTEaX5DsCYfFHVTThjHSEidwJ1qnpflnf7tKpe7SO2r4vI/CzHYky7WUnDmGaISJ37c4iILBCRZ0TkPyIyQUQuFpE33Ul2vuaut6uI/ElEFruPE3zuag8RmetOgHNP1v4gYzLEShrGtG0AcDDOgJj/xRmC4Rh3hrSxwHXAROABVf2HiOyNM37PwT62fQTOUNZNwHIRmaSqK9t4jzF5Y0nDmLYtVnfwRhH5GHjJff094Ovu76cDh6TMA9ZDRLqrMylOa/6uqlvcbb8P7MO28xsYU1AsaRjTtqaU3xMpzxN8+R0KAMerargD245j30lT4KxNw5jMeAlnBF4AROSIPMZiTNZY0jAmM64BBrnTlb6PM5y7MZ2ODY1uTI6IyCiceUra7HLrrj8fuEFVq7MZlzHtYSUNY3InDHzLu7mvNSLyKs5kPtGsR2VMO1hJwxhjjG9W0jDGGOObJQ1jjDG+WdIwxhjjmyUNY4wxvv1/dJfJcyA+QG0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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m3XkAvhVC9AYwBkBz52wVDhOJEFHPlJSUby655JINa9asufCDDz5IzMrKkrqskBIWFobrrrtOtXPnTv2jjz46LS0t7XBiYuJjLfyyMt8ZB+B9IUQnIUSWECIDwAm43mDHuvtOUgBc1tiLiegauJrB3ofrzfEGIspp7cWFEHOFEB2FEFlw9dd8I4S4xf30WriCDgCGAzjSyCk2AbiKiBLdK01c5X6sKZsB3OKuPQrAeDRz19VIvWvg6vC/rbHn3QuvZgghvoWr6U4LoKm7tQQARe7Pbz/n8Ur8scmvVThMAoyIOqSkpKzIycn54b333huxYcOGpN69e0tdVkhTq9W44447NLt27Uq+7777HklOTj4eGxt7F3fU+90kuP7qP9dquBYaLQSwD8DbcDXvlAMAET1DRNe5A/9lADPc64pWwfUG+pr7uGlENM39eSoRFQKYBeAxIip0jwRrzgtwBdpeAM8DuNN9roFEtAQAhBBWuEJsu/vjGfdjTZkJ4K9ElAfgJ7ia8ra0UMf5ngEwyx0c51MB+MBd82647mj+MCDBbT6A54loq/t1Ht8CyGlPBzwPDQ4QIkrU6/XPxcXF3fjcc8/prrnmmjAlNWXJbWiwN2w2G+bPn1+5cuVKa3l5+az6+vrPeFn9wCKiWCHEGXdT2C8Ahrr7T5hMcZj4GRGpdDrdw5GRkbPmzp2rvemmm8L9sTaW1JQUJh4lJSV48sknbd99912xyWS6WQiRJ3VNoYKIvoOrmUYDYL4Q4j1JC2It4jDxIyLqbjAYVo0fPz778ccfj42MVG5TvBLDxOPQoUO44447rCaTaVlZWdmjQoh6qWti8kVEP8M1GuxcfxNC7G3s+HZe43W4BhCc6xUhxLvnHXcHXM1r59p6/ioBPqmJw8T3iEiVmJg4W6vVPrR06dKk/v37S12S3yk5TADAbrdj4cKF1YsXLy42m83jhBB7pK6JMTnhDngfI6KuBoNh16RJk+Zu27YtJIIkFKjVasyePTt63bp1XXv27PmNXq+fT0SBWZKZsSDAYeIjRBSm0+n+kZ2dve2TTz7p+89//jNOyc1aoapXr1744YcfdHffffc9BoNhPxE1Nv+AsZDDYeIDnruRiRMnPrpt2zb9gAEDpC6J+dE5dynd3HcpL/BdCgt1HCZe0mq107KysrZ9/PHHuc8//zzfjYQQ911K0tSpU+/T6/V7iShb6poYkwqHSTsRkdpgMCy75JJLnt+2bZteyZ3PrGlqtRpz5syJXrFiRY/09PSfNBrNCKlrYkwKHCbtQEQ6vV7/41133TX+o48+0vKS8Kx///745ptvkrt167YqMTHx/KGYjCkeh0kbEVGOwWDIW7Ro0YWzZ8+OUdIsduad1NRUfPPNN7phw4Y9nZyc/AH3o7BQwmHSBlFRUddlZGRsXrduXcaoUaN43Sb2B5GRkVi+fHnCjBkzbtDr9T8RkV7qmhgLBA6TViAiSkpKerp3797vbt68Wd+rVy+pS2IyRkR48MEHo994441cg8Gwm4cPs1DAYdICIorS6/VfjB49+oH//ve/Op1OJ3VJLEhcddVVqvXr13fs1KnT19HR0WOlrocxf+IwaQYRafV6/c9z587986JFi+LDw7kJnLVN9+7dsXnzZn2fPn0WJyUlzZa6Hsb8hcOkCUSUpNfrty1cuLDXlClTeO9c1m5arRZffvllYm5u7ly9Xt/W3QAZCwocJo0gomS9Xv/T66+/3u26667jjnbmNY1GgxUrVmgHDx78oHvGPA8DZIrCYXIeIkrT6/U/L1mypPPIkSOVt/EIk0x4eDg++OCDhGHDhk0zGAyLOFCYknCYnIOIUpKTk3954oknsi699FL+2TCfU6lUeOmllxIGDx48zWAwvCx1PYz5Cr9huhGRXq/Xb128eHH6VVddhb1798LhcEhdFlMYm82G48ePY8mSJeqhQ4feZjAYnpe6JsZ8gcMEZ0dt/fDmm29mDR8+PCw1NRWpqakcKMynbDYbjh49ij59+iAqKgpLly5NGDhw4LSkpKTHpa6NMW+FfJgQUZxer9/68ssvd7nyyivP9pFwoDBfOjdIIiJcgwNVKhX+85//aHNzc2fpdLq/S1wiY14J6TAhojC9Xv/Fs88+22306NF/GLXFgcJ8obEg8QgPD8cnn3yi7dy58yNRUVFjJCqRMa+FdJjo9fqFEyZMGDBx4sQmZyNyoDBvNBckHhEREVi5cmWiwWBYRkS8Vg8LSiEbJvHx8bf06tXrtnnz5sW2dCwHCmuP1gSJh06nw6effqo3GAybiIjX7GFBJyTDhIgGGAyGlz/88ENtWFjrfgQcKKwt2hIkHjk5OXj55ZfT9Hr9RiLiybIsqIRcmBBRanJy8rrVq1cnxcfHt+m1HCisNdoTJB7XXnuteurUqTkGg+EdP5XHmF+EVJgQUYRer//qnXfeSc3Obt923RworDneBInH7NmzYwYMGHCDVqud7uPyGPObkAkTcs1K/HjWrFldL7vsMq++bw4U1hhfBAng2g9l2bJl2tTU1GfVavVQH5bImN+ETJgkJibOufzyyy+fPn26TzZs50Bh5/JVkHhER0djzZo1uuTk5NVElOmDEhnzq5AIEyIalJ6e/vfXXnstwZdr63GgMMD3QeLRoUMHvPfee8kGg+FLIuJFR5msKT5MiCjSYDB8unz5cp1Go/H5+TlQQpu/gsTjoosuogkTJmQnJib+w+cnZ8yHFB8mer1+wX333ZfWtWtXv12DAyU0+TtIPB5//PHYxMTEB4moh98uwpiXFB0mRDQ4LS3tpnvuuSfS39fiQAktgQoSwDVDftmyZXqDwbCKm7uYXCk2TM5t3lKpAvP7x4ESGgIZJB79+vXDxIkTs3Q63dyAXJCxNlJsmBgMhpdmzpyZ0rlz54BelwNF2aQIEo/HHnssVqvVPkBEPQN6YcZaQZFhQkQXp6WlTZwxY4ZPhgG3FQeKMkkZJMDZ5q4kvV6/mpu7mNwoLkzczVsfv/fee7rWrrvlDxwoyiJ1kHj069cPN998c6ZOp3tUsiIYa4TiwkSv1y984IEHAt681RgOFGWQS5B4PProo7GJiYn383L1TE4UFSZE1EOv14/31Sx3X+BACW5yCxIA0Gg0WLx4cVJycvJyqWthzENRy1wnJye//tJLLyVJ2bzVmNTUVADA3r170adPHwRqdJmvOBwO1NTUoK6u7uyH3W6H0+mEw+GAyWRCWFgYDh48CJVKhbCwMGg0GkRERECj0SAyMhKRkZHw5eoDgSDHIPHo378/+vXr10WlUo1wOBzfSl0PYySEkLoGnyCiQRdffPF/N27cmCR1LU0pLS1FaWmprAPF4XCgoqIC5eXlOHPmDGpraxEWFoaoqChERESc/VCr1WeDw+l04sCBA7jgggvOBkx9fT3q6upQX1+P2tras+eJjo5GXFwctFotoqOjZRswcg4Sj2PHjuGaa645ZDKZcoRSfpFZ0FLMnUlycvJbCxYskG2QAPK8QxFCoKqqChaLBadPn4bT6UR8fDwSEhKQkpLS6jsKlUqF2NjmN610OByoqqpCRUUFTp48ierqakRHRyMpKQlJSUkID29y9+SACoYgAYAuXbrgiiuuSFuzZs1YAKukroeFNkXcmahUqiuvvvrqTz/66KNEqWtpDTncoVRVVcFoNMJqtSIyMhIGgwE6na7db+g7duzAwIED2/QaT5CVlZXBYrEgPDwcBoMBycnJkv1cgiVIPEpLSzFs2LBTJpOpqxDCLnU9LHQFfZgQUZjBYDj4v//9r3tWVpbU5bSaFIHidDphNptRUlKCsLAwpKamIikpySfXb0+YnK+mpgYmkwkmkwkJCQlIT09v8W7Hl4ItSDwee+yxM++9997sysrKN6WuhYWuoA+TqKiom8aPH//GokWLEqSupa0CFSh2ux0lJSUoLS1FUlIS0tLSEBXl2wFvvggTDyEErFYriouL4XQ6kZmZCa1W69f+lWANEgAoLy/HoEGDSk0mU2chRI3U9bDQJK9hT21EROFxcXEvPP7440EXJID/hw07HA6cOnUKu3fvBuAaAdS5c2efB4mvERGSkpLQp08fdO3aFSUlJdizZw9Onz7tl+sFc5AAQEJCAmbMmJGQmJg4W+paWOgK6jCJi4ub8be//U1nMBikLqXd/BEoQggYjUbs2rULKpUK/fv3R0ZGhiw6/NsqJiYGOTk56N69O0pKSrB3715UV1f77PzBHiQe06ZNi4qMjLyHiIKi35ApT9CGCRFFREdHz3nggQdipK7FW74MlMrKSuTl5aGiogL9+vVDx44dgzJEzhcdHY2cnBxkZGTg0KFDOHbsmNc/K6UECQBERkZi7ty5Wr1e/4TUtbDQFLRhEhUVNWnixImx8fHxUpfiE94GitPpxIkTJ3D06FF0794d3bp1k81QW1/SarW48MILERUVhd27d6O8vLxd51FSkHhMnDgxXK1W30REft+/h7HzBWWYEBHFxcU9Mn369MAN9QmA9gbKmTNnkJeXB5VKhdzcXMTEBP3NWrOICOnp6bjgggtw8uRJHD16tE0/LyUGCeBaZuVvf/tbTHR09K1S18JCT1CGCYBLBgwYoPNMAlSStgZKaWkpDh8+jO7duyMzMxNyW0rGn6KiotC3b19ERkZiz549qK2tbfE1Sg0Sj7vuuismNjb2HyTXpQWYYgXlO09qauozDz/8sKxnu3ujNYHidDpx5MgRlJWVITc3N6DzMeSEiNCxY0d06dIFe/fuhdVqbfJYpQcJABgMBgwZMkQLYLjUtbDQEnRhQkQdtFptn/79+0tdil81FygNDQ349ddfERUVhZycHKjVilkVp90SEhKQm5uL/Px8FBUV/eH5UAgSj1mzZulSU1OflroOFlqCLkx0Ot299957b0gMf2wsUGpra/Hrr7+iY8eOyMjIkO1CiVLQaDTo27cvbDYbjh8/Ds+E3FAKEgDIzc1FfHx8LyJSXjswk62gChMiClOr1bfdcMMNIfOn+LmBUllZib1796Jr167Q6/VSlyZLYWFhyMnJgcPhwOHDh3H69OmQChKP6dOna7Va7XSp62ChI6jCBMCVV1xxRZTSRyudLzU1FTqdDrt370aPHj2QkBCUE/4DhojQtWtXCCGwf/9+9O7dO6SCBADGjRsXrtFophBRsP2OsyAVVP/Q0tLS5k6fPl0rdR2BVltbC5PJhMzMTBw/fpx3bGwFz34sycnJyM/PR7CvQddWcXFxGD58eDSAy6SuhYWGoAkTIkqMjo7O6du3r9SlBFR9fT327duH7t27Iysri7cAbgVPH0nfvn3RrVs3EBFOnDghdVkBd/fddyempaX9Xeo6WGgImjAJDw8fNW7cuJBq33I6ndi/fz86d+4Mz0x/3lO+eed3tnuavGpqalBSUiJ1eQE1YMAACCEGElHI9DEy6QRNmBgMhjvGjBkTLXUdgSKEwOHDh5GcnAydTve75zhQGtfUqC0iQs+ePVFSUgKbzSZhhYFFRBg2bJgKwFCpa2HKFxRhQkQaAH0uuOACqUsJmMLCQqhUKnTo0KHR5zlQfq+l4b8qlQoXXHABfvvtt1bNlFeKcePG6VJSUm6Wug6mfEERJgAuvfzyy8NDZU5FRUUFzGYzunbt2uxxHCgurZ1HEhERgW7duuHQoUMh0yE/bNgwCCFGSV0HU76gCJPU1NRbx44dGxITFe12O44cOYJevXq1ap2tUA+Utk5I1Gq10Gq1OHXqVACqk15kZCS6d++uIaIeUtfClE32YUJE5HQ6/zx0aGg0+x49ehQZGRlt2g0xVAOlvTPbO3XqBJvN1u7l64PNhAkTdAkJCeOlroMpm+zDBMAFvXv3DtdoNFLX4XenT59GQ0MDUlJS2vzaUAsUb5ZIISL06NEDR48ehdPp9FOF8nH11VerIiMjJ0ldB1M22YdJYmLihPHjxyt2hWAPh8OBY8eOoVu3bu0+R6gEii/W2oqKioJer0dBQYGPq5Mfg8GAxMREPRHxGjzMb2QfJhqNZvzIkSNlX6e38vPzkZKSgshI7zbJU3qg+HLRxoyMDFgsFtTU1PioOvkaO3ZsrEajGS11HUy5ZP0mTUQGvV6fmJio7L73uro6lJWVNTkMuK2UGii+XkOKMX0AACAASURBVP03LCwM2dnZITE7fvTo0VF6vZ53YGR+I+swATBo2LBhil+h79SpU+jUqZNPd0lUWqD4axl5nU6HhoYGnDlzxmfnlKOePXvCbrf3lLoOplyyDhOdTnfpxRdfHC91Hf5UXV2NM2fO+GVJeaUEir/3IwmFuxMiQnJysor7TZi/yDpMIiMjh+fm5kpdhl/l5+cjKyvLb5tcBXugBGJjq/j4eBARKioq/HJ+uRgyZEgEAGVvUcokI+swcTgcWZ06dZK6DL+pr69HVVUV/N0nFKyBEsgdEjMyMlBYWOjXa0jt4osvTkhISAiNCVss4GQbJkSUnJKSolLyEipFRUXo0KFDQLbeDbZACfRWu/Hx8aitrVX0ul25ubmIiYm5TOo6mDLJNkwADHDfliuS0+mExWJBcnJywK4ZLIEixZ7tRIQOHTqgqKgoINeTQufOnWG325tf8I2xdpJtmGi12j9dfPHFit2ftqysDDqdzqcjuFpD7oEiRZB4GAwGWK1WxS4CGRYWBoPBoCYixU8CZoEn2zCJjo4e3q9fP6nL8Buj0diuZVN8Qa6BImWQAK4324SEBJw+fTrg1w6Uiy66SAPuhGd+INswsdvtXbKysqQuwy8aGhpQV1eH2NhYyWqQW6BIHSQeKSkpMBqNkl3f34YMGZIQHx9/idR1MOWRZZgQkSElJSVMqZ3vFosFBoNB6jJkEyhyCRLA1RF/5swZxS4A2a9fP4qNjR0hdR1MeWQZJgB69O3bVyV1Ef5SVlaGpCR5NFtLHShyChLA1RGv1WoVuzx9ly5dYLfbO0tdB1MeuYZJWmZmZus39AgiTqcTNTU1iI6Wz3b2UgWK3ILEQ6fToaysTOoy/CIsLAxqtTpc6jqY8sgyTCIjIzt27NhRPu+2PlRRUYGEhISAzC1pi0AHilyDBHDtxmiz2aQuw28iIyNVRKT8DYJYQMkyTLRabbfU1FSpy/ALm80GrVYrdRmNClSgyDlIAEClUkGlUqGhoUHqUvwiJSVFAJBmKCFTLFmGiUqlypJq2Ky/VVZWIi4uTuoymuTvQJF7kHjEx8crdq2ujh07qgCkS10HUxZZhonT6UxPS0uTugyfE0KgtrbW6w2w/M1fgRIsQQK4wqSyslLqMvwiMzMzAoDyfsGYpOQaJok6nU7qMnyurq4OERERsusvaYyvAyWYggQA4uLiFHtnkpGREaNSqfjOhPmULMNEpVJpguENt62qq6sRExMjdRmt5qtACbYgAYCIiAjU19dLXYZfpKamUlJSUjep62DKIrswIaKIqKgoRc4xqampQVRUcI149jZQgjFIAJy9e1Ti5MXU1FSEh4dnS10HUxbZhQmAVPdoE8UJxjAB2h8owRokHpGRkairq5O6DJ9LSUmBEKKD1HUwZZFlmHTs2FGOdXktGDrfm9LWQAn2IAFcYaLE/U0MBgPsdrv06/kwRZHjm3Z0XFycIpu57HY7wsODd/JxawNFCUECAOHh4Yqca6JWq0FEivwdY9JpMUyIKJWIPiGiY0R0gIg2EFEuEeW5P6xEdML9+f818vplRGQion3nPd6PiH5yv24HEQ12P6UODw+XY8h5zW63Q6UK7t/hlgJFKUECuMLEbrdLXYZf0DkjXHzwO64lolVEdIiIDhLRkMB+N0wO1M096f4H9xmA5UKIie7H+gGIF0L0c3/9HoAvhRCrmjjNewBeA/D+eY/PB/C0EOK/RDTK/fVlANRqtVp5Q7nclDBKzbM6wd69e9GnT5+zAamkIAFcf8HX1NRIXYZfeP4d+uh3/BUAG4UQ49zLtChyKSTWvGbDBMAIAA1CiLc8Dwgh8tpyASHEFiLKauwpAPHuzxMAFHtqUuqdiZKcHygOh0NRQQK4llWRw14vfuL5q8ar33EiigcwDMDt7tfWA1DmmGrWrJbCpDeAnX669gMANhHRi3A1t3k27OEwCRKeQPnll19QV1eHIUOGKCZIAGXcRTblnGYub3/HOwMwA3iXiHLd55ophKjyskQWZFoKE3+aDuBBIcRqIhoPYCmAPwOgsrIyzY4dOyQszT+qq6uhtO/L4XCgrq4ORUVFuPbaa5GVlYUrrrgCXbt2Dfo3Y7vdDofDAavVKnUpPqdSqXw1e1YN1zbA9wkhfiaiVwDMAfC4j87PgkRLYbIfwDg/Xfs2ADPdn68EsMT9uT0hIaF24MCB0u1p6yc7duzAwIEDpS7DZzx9JEOGDMHGjRuhVqtRWlqKDz/8EL169cKNN96IQYMGBW2olJWVoby8HJ07K28vKbvdfsb9qbe/44UACoUQP7u/XgVXmLAQ01Jz0jcAIohoqucBIhpERMN9cO1iAJ7zXA7gN/fn9oaGBuVNO1aY8zvbO3TogNdeew2XXnopYmNjcfDgQTzzzDO4//778f333wflTHKn04mwMGW2uApxdl6wV7/jQohSAAVE1MP90BUADviyVhYcmr0zEUIIIroBwMtENAdALYCTcPV3tAoRfQzXKC09ERUCeFIIsRTAVACvEJHafd673C+xNzQ0KHIGPOD6JQ7Wv9Q9mhq11bVrV9x222247LLLUFRUhLVr1+LEiRP417/+hfT0dNx4440YMWIE1GopW1dbL9jnBTVHuNPEF7/jAO4D8KF7JNdxAHf4uFwWBFr8rRZCFAMY38zzt7fw+klNPP4DgAGNPNWg1DsTlUoFp9MZ1HNNWhr+6+mUj4iIwNtvv43vvvsOq1evRnFxMV555RV89NFHGDt2LK688krZd9Y3NDTIvkYvnP2DzQe/43kAlNN+y9pFjvfwddXV1YoME7VaHdQzqls7j8QzsfHw4cO46qqr8Pbbb2PWrFnIyMiA2WzGW2+9hSlTpmD16tWorq4O4HfQNg0NDYq8M3E6nRBCKPJ3jElHjmFiLC4uVuTg/mBe66mtExLPnSkPAJdffjneeOMNzJ07F126dIHNZsO7776LyZMn48MPP5Tl3iGe/WeUxmq1QqVSKW+IGpOUHMOkpKSkJLg7FZoQFRUVlDOq2zuz/fylV4gIQ4cOxcsvv4ynn34aOTk5OHPmDD7++GNMnjwZy5Ytk9Uw3GBd5bklJSUlCAsLK275SMZaT3ZhIoSorqqqUuQteDCGibdLpDS2lhcRYcCAAZg/fz5eeOEF9O/fH7W1tVizZg2mTJmCN954A0aj0dffSpsIIRQ7mstoNMJut5+Qug6mLLIcVmO32xuUMOrpfFFRUSgpKZG6jFbz1VpbTa3lBQC9e/dG79698dtvv2HFihXYtm0bNmzYgE2bNuGyyy7DuHHjkJGR4fX30lYNDQ3QaDQBv24glJaWwmazHZW6DqYssvyzKywsrLy8vFzqMnwumO5MfL1oY0urDXfr1g2PPvooXn/9dYwYMQJCCHz99deYMWMGnn/+eRw7dszrGtqisrIScXFxAb1moBQWFlbX1dUVSl0HUxa5hklxaWmp1GX4HBFBo9HIfvc+f63+25r9UDp16oSHHnoI77zzDkaOHAmVSoWtW7di5syZeOqpp3Dw4EGf1dOciooKxYZJfn5+LYDguUVmQUGWYeJ0Ok9J3WbuL3FxcaisrJS6jCb5exn51m6wlZqaivvuuw9Lly7F9ddfj4iICOzYsQMPP/ww5syZg927d587i9vnKisrER8f3/KBQaiwsNCO/79KN2M+IcswqaioOKrEOxMASEhIgFyb8AK1H0lbtgBOSkrCnXfeiaVLl2L8+PGIiYnBvn378Pjjj+Ohhx7CTz/95PNQcTqdih0WDMDTb8d3JsynZBkmVVVV+UVFRcE5IaMFWq0Wp0+flrqMPwj0xlZt3VNeq9Xi1ltvxbJly3DrrbciISEBR44cwbPPPot7770Xmzdv9tneIxUVFYq9KwGA6upqIYRQ5O8Xk44swwRASX5+fnD0VLeRSqVCeHi4rCYvSrVDYlsDBQBiYmIwfvx4LFu2DFOnTkVSUhJOnTqFBQsWYNq0adi0aZPXW+2WlZUhKSnJq3PIlRACDcG8DAOTLbmGydH9+/cr9h98UlISysrKpC4DgPRb7bYnUADX2l9/+ctfsGTJEtx3331IS0tDSUkJXn31Vdx55534/PPP2z3QwWazQavVtuu1cldQUAC1Wl0kdR1MeeQaJkUFBQXCnx2sUtLr9TCbzVKXIXmQeLQ3UAAgPDwcI0eOxFtvvYWHH34YmZmZsFgsWLx4MSZPnowVK1agqqr1m/5VVVVBo9EEzcrGbZWXl4fa2trvpa6DKY8sw8S9LHZhME3wa4vIyEgAkLSpSy5B4uFNoACu5sPhw4fj9ddfx2OPPYbu3bujvLwc77//PiZPnoz333+/VQMfjEYjUlJS2vMtBIVffvml0mq1bpG6DqY8sgwTAGhoaPghLy9P6jL8JiUlRbIlQ+QWJB7eBgrgmstz8cUX46WXXsK8efPQu3dvVFVVYcWKFZg8eTKWLFnSZBOjEELR/SUA8OOPP9bAuz3fGWuUbMPEYrFs/uWXX860fGRwMhgMMJvNfp0r0Ri5BomHLwIFcIXKhRdeiBdeeAHz58/HwIEDUVdXh7Vr12LKlCl49dVXcf7w89OnTyM+Pj6o95tpjhACRUVFTvf+JYz5lGzDBMDObdu2yXezCy+p1WokJCQEtCNe7kHi4atA8cjJycFTTz2FV155BUOHDoXD4cCmTZtw11134aWXXsKpU6cAAIWFhejYsaPX15OroqIiqFSqAqnrYMok517Ggvz8fGX2wLt16NABR44cgV6v9/u1giVIPJpbHLK9unTpgrlz56KgoACrVq3Ct99+e/Zj4MCBGDRoEPr27ev1deQqLy8P9fX13F/C/EK2dybuoVyKXKPLIzo6Gmq12u/LqwRbkHj4+g7FIyMjAw8++CAWL16MUaNGITw8HFu2bMGrr76KJ554Avv27fPZteTkl19+qbRYLDySi/mFbMMEABwOh6I74QEgMzMTJ074b2uJYA0SD38FCuAaBDFjxgy8+uqrGDZsGGJiYrBr1y7MmTMHs2fPxs6dOwPep+VP3PnO/EnWYWIymb7bvn176ycJBKH4+HiEhYXBZrP5/NzBHiQe/gwUwLV8ysyZM/Huu+9i0qRJiI2NxYEDB/Dkk0/igQcewNatW4M+VIQQKCgoEAB4wiLzC1mHCYDtmzdvVmwnvEd2djZOnDjh0zcspQSJh78CpbKyEg0NDUhMTER8fDxuvvlmLFu2DHfccQe0Wi2OHTuG559/HjNmzMA333zj9VItUjl16hTCwsJOKXYmMJOcrMNECFGQn59f05YZzMEoJiYG0dHRMJlMPjmf0oLEw9eBIoTAsWPH0Llz5989Hh0djbFjx2Lp0qWYNm0aDAYDCgoKsHDhQtx9993YsGED6uvrvb5+IG3cuLG+oqLiI6nrYMol6zABACHE599++63UZfhd586dkZ+fD2/X4FNqkHj4MlBKS0sRExPT5CZYERERGD16NBYvXoyZM2ciPT0dRqMRb7zxBu68806sXbs2aHbOXLFiRXlVVdVnUtfBlEv2YWI2mz9etWqVPFZF9KPw8HCvO+OVHiQevgiU+vp6FBYWIjs7u8Vj1Wo1rrzySrz11lv4xz/+gezsbFitVixZsgSTJ0/Gxx9/LOsNzyoqKlBUVHRGCJEvdS1MuWQfJgB+2bZtm8PpdEpdh98lJyejtra2XfudhEqQeHgTKEIIHD16FFlZWW1a0DEsLAyXXnopFi1ahCeeeAI9e/ZEZWUlPvzwQ0yZMgXLly/3y0AKb3399dfCbrevkboOpmyyDxMhhEOlUm3buVP5IxqJCD169MDRo0fb1NwVakHi0d5AKS0tRVhYGAwGQ7uuS0QYPHgwFixYgOeeew65ubmorq7GypUrMXnyZLz99tuyWBXaY+XKlWVlZWWfSF0HUzbZhwkAFBcXv7d27Vr5tiP4UEREBLKzs3Ho0KFWje4K1SDxaGugVFdXo6ioCN26dfP62kSE3NxcPPfcc3jppZdw0UUXob6+Hl988QWmTp2KRYsWobhY2mWw7HY7duzY4QCwS9JCmOIFRZgA+N/69evlszWhn+n1ekRGRqKwsLDZ40I9SDxaGyh2ux0HDx5Ejx49fL6YY48ePfD444/jtddew7Bhw+BwOPDVV1/h7rvvxvz583Hy5EmfXq+1fv75Z6hUqu+FEMpvJ2aSCoowEUJU1dXVnZDqF1IKXbp0QVlZWZMLQXKQ/F5LgSKEwKFDh9CxY8cmR2/5QlZWFmbPno233noLV111FVQqFbZs2YJ7770X8+bNw+HDh/127casXbu2vKSk5L2AXpSFpKAIEwCw2Wzvf/nll+3bhzUIhYWF4YILLsCJEydw5szvV+LnIGlcc4Fy/PhxxMTEBGzjqw4dOuD+++/H4sWLMWbMGGg0Gvz888946KGH8Oijj2LPnj0BmVW/cePGegDf+P1CLORRsEyIJaL0Pn365H3//fft6zUNUlVVVThw4AD69OmDyMhI2QbJjh07MHDgQKnLAODqYC8tLT272nBRURFsNhtycnJARJLUZLPZ8Pnnn2P9+vWornYt6tCrVy/ceOONGDRokF/qOnz4MK6//vofi4uLh/r85IydJ2jCBABSU1N3b9q0qV9WVpbUpQRURUUFjhw5gszMTOTn58suSAB5hQnw/wPFYDCgrKwMvXv3RliY9DfilZWV+PLLL/H555+fvePMzs7G+PHjMXToUJ/WOHv27IqlS5dOsdvtq3x2UsaaEFRhotFoJt59993vPPvss/5r9JapwsJCHD9+HBdeeKFf2/zbS25hArj+MjebzRg8eDA0Go3U5fxOTU0NNm3ahDVr1sBqtQIA0tPTceONN2LEiBFtmv/SmPr6evTp08doNBozhBDeLavAWCtI/6daGzQ0NHy2atWqGm+XHAk2NpsNpaWl6NmzJw4fPhw0S3hIqaioCDU1NejcuTMOHDjgl9WGvREVFYXrr78eS5YswYwZM5CSkoLi4mK88sormDp1Kr788kvU1bW/i3DDhg1Op9O5moOEBUpQ3ZkAQEpKyuKFCxdOGT16tDSN3wF2fh9JZWUlDh06hJ49e8rqDkUudyZCCJw8eRLV1dXo1asXwsLC/tCHIkd2ux1btmzBypUrUVDg2llXq9XihhtuwDXXXIPo6GgArjuasrKyFrcXvuKKK8w7d+68RAhx1O/FM4YgDBMi6jl48ODvv/rqK//vdSuxpjrba2pqsH//fmRnZyMpKUnCCv8/OYSJw+HAb7/9BpVKha5du/6uUzsYAgVwheGPP/6IFStW4NixYwCA2NhYjBkzBmPGjMHy5cuxadMmPPTQQxgxYkSj5zh58iRGjhy5p7S0tF8ga2ehLejCBABSU1N3rV+//sKuXbtKXYrftDRqq76+HgcPHkR8fDyysrIkG6XkIXWY1NbW4sCBA0hJSUF6enqjP49gCRTAFSq7du3Cp59+igMHDgAAIiMj0aVLF+zZswcxMTF46aWX0NhglFmzZpUvX758it1uXx3gslkIC8owUalUY2666ab3X3vtNa3UtfhDa4f/CiHOzkPp2bOnpJ3MUoaJ1WrFsWPH0L17dyQkJDR7bDAFise+ffuwYsUK7Nq1C0IIlJSUQAiB3r17480330RsbOzZYysrKzFgwIBik8mUKYSQV0cRU7Sg6oD3cDqd6zdt2nSmvLxc6lJ8ri3zSIgInTt3Rnp6Ovbs2QOLxRKgKuXBbrfjyJEjKCwsRG5ubotBAvh/C2B/6N27N2bOnIl+/frB4XCgtrYWVqsVW7ZswdSpU3937AcffFBXV1f3JgcJC7SgDBMhhLOuru7V5cuXK2q9rvZOSNTr9cjNzYXRaMTBgwe93mArGJw+fRp5eXmIi4tDnz592nRXFoyBsm/fPuTl5UGtViM9PR1areumfO/evWdn0judTrzxxhsV5eXlr0tZKwtNQdnMBQBEFJ+enn40Ly/PILc5BO3hq5ntJpMJp06dQnp6OtLS0gI2US9QzVy1tbU4fvw4HA4HunXrhsjIyHafK5iavBwOB/bu3Yva2lqo1WqoVCqcOXMGmZmZ6NSpEwDXcOAHHnjgE6PReLPE5bIQFLRhAgB6vX7+ww8/fP+0adPkNR28jXy9RIrdbkdBQQGsViuys7ORmJjo9w56f4eJ3W5HYWEhLBYLOnfuDJ1O55PzBlOgNMfhcGDQoEGW48eP9xdCFEhdDws9QdnM5VFWVjbv3//+d/n5CyEGE3+staVWq5GdnY2cnBwYjUbk5eWhrKwsIAsL+lpDQwNOnjyJ3bt3Q61Wo3///j4LEiA4m7wa8+mnnzZUVlau4SBhUgnqMBFCVNbW1i545ZVXqqSupT38vWhjVFQUevXqhZ49e8JisWD37t0oLS0NijfNmpoaHDt2DHl5eQgPD8eAAQPQsWNHvzTbBXug1NXV4bnnnrOZzeZHpK6Fha6gDhMAKC8vX7R8+XJbU/t+yFUgV/+NiopCjx49kJOTg5qaGuzatQtHjx5FVZW8MtjhcMBsNmPPnj04fPgw4uLiMGDAAHTo0MHvfT/BHCiLFy+urampeVsIEVy/BExRgrrPxCM6OvrWSZMmvbpw4cJ4qWtpDamXkXc6nbBarSgtLUVtbS10Oh0MBgNiY2Pb3bfS3j4Th8MBq9UKs9mMqqoq6HQ6pKWlnV0+JNCCrQ+loqICgwYNKjUajV2FEPL664CFFO+WJpWJmpqaD7744osnHnjggfjMzEypy2mW1EECuDbe0uv10Ov1cDgcKCsrQ0FBAaqqqhAdHQ2tVgutVouoqCif3xHY7XZUVFSgvLwcNpsNTqcTiYmJyMjI8CrMfCU1NRWAa8htMATKwoULz9TU1DzPQcKkpog7EwAIDw8fde21136wfPnyRKlraYocgqQ5QghUV1fDZrPBZrOhpqYGRITo6GhER0cjIiLi7IdneGpYWBiICNu3b8eAAQPgdDrhcDhQX1+Puro61NfXo7a2FlVVVWeHtcbGxp4NrPDwcKm/7UYFwx2KyWTCn/70pwKTydSFVwdmUlNMmBARJScn7167dm1uTk6O1OX8gdyDpCkOhwPV1dWorq4+GxB1dXWw2+1wOp1wOp1nQygmJuZswGg0GkRERECj0SAyMhIxMTGIiIiQ/M6jLeQeKPfff3/5ihUrptfU1HwsdS2MKSZMAICILv7Tn/705ZdffimPpXTdgjVI2kLqhR79Ra6BcvLkSVx11VW/mUymnkIIp9T1MBb0o7nOJYT46fDhwz99/vnndqlr8QiFIFEyOY7yEkJg6tSpVovFMoWDhMmFosIEAMxm822zZ8+2yGHRQw4SZZBboCxdurTu5MmTnzscju+lroUxD8WFiRCirLy8fMaMGTNOS1kHB4myyCVQTp06hX/9618ms9l8r2RFMNYIxYUJANTU1Hy2e/fuHz/77DNJmrs4SJRJ6kARQmDKlClWq9V6kxCiOuAFMNYMRYYJAJjN5lvnzJkT8OYuDhJlkzJQlixZUnfq1Km1drv9h4BemLFWUGyYCCGs5eXl06dNmxaw5i4OktAgRaCcPHkSCxYsMJrN5vsCckHG2kixYQIANTU1a/fs2fPDmjVr/N7cxUESWgIZKE6nE5MnT7aaTCZu3mKypegwAVyju+bOnWsxm81+uwYHSWgKVKAsXry4Nj8/f7UQYqvfLsKYlxQfJkKI0+Xl5XffddddNn9M0OQgCW3+DpTjx4/jxRdfNFkslpk+PzljPqT4MAGAmpqadXv37v1swYIFPl0Mj4OEAf4LlIqKCowbN67MbDbfIISo8dmJGfODkAgTALBYLHe98847BzZs2OCT/hMOEnYuXweKw+HALbfcctpkMt0vhNjlgxIZ86uQCRMhhN1isVw9c+bMkoMHD3p1Lg4S1hhfBsoTTzxx5sCBA8srKys/8lF5jPlVyIQJ4BoubDabr54wYYLFarW26xwcJKw5vgiUFStWNHz66ac7LBbLQz4ujzG/CakwAQAhxAGTyTRl/Pjxpxsa2rYFBAcJaw1vAmX37t145JFH8i0Wy3W8iCMLJiEXJoCrQ/748eOvPvTQQxWtfQ0HCWuL9gRKaWkpbr75ZpPFYrlSCFHp5xIZ86mQDBMAsFqtT23YsOH7ZcuW1bV0LAcJa4+2BEptbS3Gjh1rNZvNk4QQJwJUImM+E7JhIoQQFovlxn/+858ntm7d2uQEFA4S5o3WBIoQAnfffbetqKjo2fr6+m8CXCJjPhGyYQIAQogai8Xy59tvv70oLy/vD89zkDBfaC5QhBCYPXt25datWz+z2WwvS1QiY14L6TABACFEkdlsHjZ+/Pji/fv3n32cg4T5UlOB8uSTT5757LPPNlgsljuFkvbQZiEn5MMEAIQQJ0wm04ixY8eWHj58mIOE+cX5gfL8889XffTRR99YLJabeOQWC3YcJm5CiCOlpaV/vuGGGyzfffcdBwnzC0+gPP74446lS5dutVgsYzlImBJwmJxDCLG/uLj4ikceecR84gQPqGH+sXz58qrVq1dvtlgso4UQkuwGypivcZicRwjxa3Fx8WV/+ctfSvft2yd1OUxBhBB46qmnzixevPgbo9E4UgjRtlmzjMkYh0kjhBAHjEbjsL/+9a/FjY3yYqythBCYO3du5QcffPBfi8VyA9+RMKXhMGmCEOI3k8n0pxtvvLFw8+bN3KbN2q2hoQH33HNPxapVqz63WCwThRCB3TyesQDgMGmGEOKE2WwePGXKlANvv/12LY/cZG1ltVpx9dVXn964cePLFovlVu5sZ0rFYdICIUSJxWIZtGDBgo3Tp08vr6+vl7okFiQOHjyI4cOHW/bv3397WVnZkzyPhCkZh0krCCFqLRbLX7/66qv5V111ldVisUhdEpO59evX26+77rqCgoKC4TU1Neukrocxf+MwaSUhhCgrK/vnwYMHbxk+fLhl7969UpfEZEgIgRdeeKF65syZu81mcz8hcduVCAAACARJREFUxAGpa2IsEDhM2qi2tva/RUVFQ2+44YZTa9eu5RE57Kzq6mpMmjTJtnTp0k8tFsslQoj27cDGWBDiMGkHIcQRi8XS7+9///v2efPmnXE6uU811BUWFmLEiBHWbdu2PWIymSbz0F8WajhM2kkIYbNYLJe+//77H4waNep0UVGR1CUxiXz++ef2K664ovTo0aPX2Wy2N6WuhzEpcJh4QQjhMJlM03fu3HnjiBEjit9///16HrATOsrKyjBx4sTTDz/88FdGo7G33W7fKnVNjEmFw8QH6uvrvzaZTD3nzZu3+tprrz1dXFwsdUnMz9atW2cfOnSocfPmzVONRuO1QogyqWtiTEocJj4ihKg0mUw3bd++ffxll11W/MEHH/BdigJZrVZMmjTJ9ve///1/paWlF1RXV6+WuibG5IDDxMfq6+v/z2Qy9XzmmWfWjB49+nRJSYnUJTEf+eKLL+yXXHKJ8bvvvrvLaDSO4rsRxv4/DhM/EEJUGo3GST///PPE4cOHF3/44Yd8lxLErFYrbrrpJtusWbO+Li0t7V1dXb1S6poYkxsOEz9qaGj4ymQy9Xr66afXDB8+3LJ9+3apS2JtUFdXh0WLFtUOGTKk9Ntvv73bZDJdLYTg5Q8Ya4Ra6gKUTghRAWASEV1wyy23vNmjR48LFixYoOvRo4fUpbEmOBwOfPzxxw3//Oc/bTU1NW+ePn36X0KIaqnrYkzOOEwCRAixH8AwIho6ZsyYN4cOHdpx3rx5iR07dpS6NOYmhMDGjRudjzzyiPXMmTOrzGbzozyLnbHWIW7LDzwiIrVafW1iYuKi66+/Pmnu3LnxOp1O6rK8smPHDgwcOFDqMtpt27ZtePjhhy1ms/k7o9H4oBCiUOqaGAsmHCYSIiJVdHT0rbGxsc/ecccd2vvvvz86JiZG6rLaJVjDZP/+/Zg9e3bZ0aNH9xqNxulCiENS18RYMOIwkQEiitBqtTM1Gs2sCRMmxMyYMSM2LS1N6rLaJJjCRAiBLVu2YP78+ZajR4/mG43Ge4QQP0ldF2PBjMNERohIExkZOSk+Pv7RCy+8MGn27Nm6AQMGSF1WqwRDmNTU1ODTTz9teOWVV2zV1dU/GI3Gp4UQe6SuizEl4DCRISIiAENSU1OfiY+P7ztjxgztuHHjwmNjY6UurUlyDpPDhw/j7bffLl+/fn1NQ0PDMqvV+rIQwix1XYwpCYeJzBFRWmJi4vTw8PDJw4cPj54xY0Ziv3794Mob+ZBbmFRXV2Pt2rWO119/3VpWVnbMZDK94HQ61/PS8Iz5B4dJkCCiMAAj0tLS5mg0mtzRo0dHXn/99XEDBgxAWJj0c0/lECY2mw3/+9//xMqVKy15eXkNdrv9A6vV+poQokDSwhgLARwmQYiIYgD8OT09/Q6HwzFkyJAhqnHjxiWNGDECUo0GkypMTp48iS+++KJu1apV5aWlpRUNDQ2rrFbrJwB+FfyPm7GA4TAJcu47lsEGg+FmIrouOzs7avz48YmjRo1SB3JEWKDCxOFwYOfOnVi7dm3l+vXra+vr60/YbLblNTU1a4UQvPY/YxLhMFEYIuocFxc3NiYm5paoqKi0/v37hw0dOlR74YUXqnJychAREeGX6/orTMxmM/Ly8rB9+/bqH3/88cxvv/0mwsLCtpWUlLwH4P+EEFU+vyhjrM04TBSMiKIA9I2MjLwoKSnpCrvd3jc6OjrmwgsvpEsuuUTbv39/dU5ODiIjI72+li/CxGQy/S44jh8/LgAYnU7nVqPR+C2AnQBOcPMVY/LDYRJiiCgSQN+IiIjBer3+Crvd3i8qKiomMzNTZGRkqDIzM6M7dOgQlZaWhpSUFKSmpkKn07XYyd9SmNTV1cFoNKK0tNTz4cjPz6/Kz8+vKywsFMXFxSCiEofDsdVkMnmC4yQHB2PBgcOEgYgiAHQAkAYgLTIyMiMhIaGrWq3OEkKk2+32JLVaHR4VFaXS6/XOiIgICg8Ph1qtRnh4OKnVaqqpqYlVqVSVDQ0Nwm63o6GhQVRWVpLVaqWGhoYGIUSNWq02Aiisra09ZrVajwkhSgB4PowcHIwFLw4T1mpEpAFgAKCBa8Vpz0c4ACcAO4AG93/tAKoAWIUQTkkKZowFDIcJY4wxr0k/240xxljQ4zBhjDHmNQ4TxhhjXuMwYYwx5jUOE8YYY17jMGGMMeY1DhPGGGNe4zBhjDHmNQ4TdhYRpRLRJ0R0jIgOENEGIsolojz3h5WITrg//79GXr+M6P+1d8csXUVhHMe/v8lJ6AW4uzgI4Zo0KA4iNDcIhq/BoaU1XBscUxAXwUUIFBwMqjEkoRcQDQ1N4aLwNHhvSCgIp//V5PvZ7nPhuedMPw6ce05+JPnyV309ydckJ0n2kjwablaShuAf8AL+3Dv/Adisqo2uNg2MV9X77vktsF9Vuzf0eAL8AraqaupKfR44qqqLJK8BqmptlPORNCxXJuo9Bc77IAGoqs99kNxGVR0DP6+pH1y5e/0TMNE6WEn3i2Gi3hSXx76P2grwboDvSBqQYaLBJHnJ5WnC23c9Fkn/lmGi3inweFTNkywDi8Bz7y2RHh7DRL0jYCzJal9IMpNktrVxkgVgDViqqrPWfpLuH8NEAHSrhWfAXLc1+BR4BXy/bY8kO8BHYDLJtyQvuldvgHHgsNtWvHFjE0n/JbcGS5KauTKRJDUzTCRJzQwTSVIzw0SS1MwwkSQ1M0wkSc0ME0lSs9/68nCG1HranwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2 = df[df['test'].isin(cases)]\n",
    "df_models = r3[r3['test'].isin(cases)]\n",
    "cosinor.plot_df_models(df2, df_models)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "250"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(tests)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
